Negative binomial regression

Negative binomial regression

by Hilbe, Joseph M.

Type Book
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At last - a book devoted to the negative binomial model and its many variations. Every model currently offered in commercial statistical software packages is discussed in detail - how each is derived, how each resolves a distributional problem, and numerous examples of their application. Many have never before been thoroughly examined in a text on count response models: the canonical negative binomial; the NB-P model, where the negative binomial exponent is itself parameterized; and negative bi…

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Title Statements

  • Full title :Negative binomial regression / Joseph M. Hilbe.

Summary

At last - a book devoted to the negative binomial model and its many variations. Every model currently offered in commercial statistical software packages is discussed in detail - how each is derived, how each resolves a distributional problem, and numerous examples of their application. Many have never before been thoroughly examined in a text on count response models: the canonical negative binomial; the NB-P model, where the negative binomial exponent is itself parameterized; and negative binomial mixed models. As the models address violations of the distributional assumptions of the basic Poisson model, identifying and handling overdispersion is a unifying theme. For practising researchers and statisticians who need to update their knowledge of Poisson and negative binomial models, the book provides a comprehensive overview of estimating methods and algorithms used to model counts, as well as specific guidelines on modeling strategy and how each model can be analyzed to access goodness-of-fit.

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Edition Statements

  • Publication Date:2007

Publication Statements

Notes

Title from publisher's bibliographic system (viewed on 05 Oct 2015).

The Physical Object

  • Description:1 online resource (xii, 251 Seiten)

Edition Identifiers

  • ISBN:9780511811852, 0511811853, 9780521857727, 0521857724, 9780521674447, 0521674441
  • DOI:10.1017/CBO9780511811852
  • oclc:ocn967602857
  • LC Classification:QA161.B5
  • Dewey Decimal:519.24

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